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Sex Matters: A Multivariate Pattern Analysis of Sex- and Gender-Related Neuroanatomical Differences in Cis- and Transgender Individuals Using Structural Magnetic Resonance Imaging

Abstract Univariate analyses of structural neuroimaging data have produced heterogeneous results regarding anatomical sex- and gender-related differences. The current study aimed at delineating and cross-validating brain volumetric surrogates of sex and gender by comparing the structural magnetic re...

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Published in:Cerebral cortex (New York, N.Y. 1991) N.Y. 1991), 2020-03, Vol.30 (3), p.1345-1356
Main Authors: Baldinger-Melich, Pia, Urquijo Castro, Maria F, Seiger, René, Ruef, Anne, Dwyer, Dominic B, Kranz, Georg S, Klöbl, Manfred, Kambeitz, Joseph, Kaufmann, Ulrike, Windischberger, Christian, Kasper, Siegfried, Falkai, Peter, Lanzenberger, Rupert, Koutsouleris, Nikolaos
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Language:English
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Summary:Abstract Univariate analyses of structural neuroimaging data have produced heterogeneous results regarding anatomical sex- and gender-related differences. The current study aimed at delineating and cross-validating brain volumetric surrogates of sex and gender by comparing the structural magnetic resonance imaging data of cis- and transgender subjects using multivariate pattern analysis. Gray matter (GM) tissue maps of 29 transgender men, 23 transgender women, 35 cisgender women, and 34 cisgender men were created using voxel-based morphometry and analyzed using support vector classification. Generalizability of the models was estimated using repeated nested cross-validation. For external validation, significant models were applied to hormone-treated transgender subjects (n = 32) and individuals diagnosed with depression (n = 27). Sex was identified with a balanced accuracy (BAC) of 82.6% (false discovery rate [pFDR]  0.05). The neuroanatomical signature of sex in cisgender did not interact with depressive features (BAC = 74.7%) but was affected by hormone therapy when applied in transgender women (P 
ISSN:1047-3211
1460-2199
DOI:10.1093/cercor/bhz170